Doing Meta-analysis with R
Author | : Mathias Harrer |
Publisher | : |
Total Pages | : 474 |
Release | : 2021 |
ISBN-10 | : 0367619776 |
ISBN-13 | : 9780367619770 |
Rating | : 4/5 (76 Downloads) |
Book excerpt: "This book serves as an accessible introduction into how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bias, risk of bias assessments and plotting tools. Advanced, but highly relevant topics such as network meta-analysis, multi-/three-level meta-analyses, Bayesian meta-analysis approaches, SEM meta-analysis are also covered. A companion R package, dmetar, is introduced in the beginning of the guide. It contains data sets and several helper functions for the meta and metafor package used in the guide"--